Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "143" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 80 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 76 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.942957 | -0.804942 | 6.939932 | 0.637044 | 18.045944 | -0.243320 | 4.922690 | -0.183208 | 0.7744 | 0.8151 | 0.2314 | 16.964826 | 20.779441 |
| 2459593 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.384116 | -1.304387 | 2.414614 | 0.292642 | 1.296567 | -1.052948 | 1.303055 | -0.820157 | 0.7546 | 0.7525 | 0.2425 | 6.100216 | 6.250424 |
| 2459592 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.391350 | 3.823505 | 35.505823 | 40.710281 | 36.411591 | 36.176986 | 1.399473 | 3.277036 | 0.7257 | 0.7394 | 0.4540 | nan | nan |
| 2459591 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.443183 | -1.452657 | 3.241257 | 1.078599 | 1.094857 | -0.172272 | 0.659234 | -1.161565 | 0.6952 | 0.7096 | 0.3582 | 6.161888 | 5.499663 |
| 2459590 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 24.214498 | -0.939962 | 3.397146 | 0.890498 | 14.187109 | -0.000456 | 14.561600 | -1.013763 | 0.6511 | 0.7065 | 0.3580 | 5.904062 | 6.942461 |
| 2459589 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 22.632159 | -1.535264 | 3.043855 | 0.910775 | 20.608939 | -0.597427 | 3.206988 | -0.609200 | 0.6909 | 0.7332 | 0.2737 | 6.731168 | 8.574653 |
| 2459588 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.603973 | -1.346953 | 3.406452 | -0.009421 | 1.838916 | -0.027658 | 1.288908 | -0.681392 | 0.7990 | 0.7819 | 0.2124 | 11.680735 | 8.864819 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 1.900122 | -1.135028 | 5.172261 | 1.582643 | 1.021359 | -0.984550 | 0.265879 | -1.281782 | nan | nan | nan | 6.768649 | 6.532960 |
| 2459586 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.260335 | 1.101342 | 3.186165 | 2.319158 | 8.261573 | 8.133135 | 6.490834 | 0.254153 | 0.6796 | 0.6951 | 0.3516 | 7.736295 | 7.305161 |
| 2459585 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 34.747772 | 36.516125 | 14.213798 | 15.683440 | 2.607764 | 4.608583 | 5.705510 | 5.839440 | 0.6681 | 0.6756 | 0.3675 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.225614 | 0.981087 | 3.680924 | -0.212174 | 11.747004 | -1.182558 | 2.472464 | -0.965409 | 0.6306 | 0.6449 | 0.3559 | 0.842107 | 0.855591 |
| 2459583 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.313257 | -0.400637 | 3.553534 | -0.546289 | 4.141302 | 1.210790 | -0.281823 | -0.870689 | 0.6921 | 0.7090 | 0.3682 | 0.000000 | 0.000000 |
| 2459582 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.680618 | -0.277284 | 2.930412 | -0.408570 | 2.906432 | 0.552653 | 0.012249 | -0.942575 | 0.6948 | 0.7101 | 0.3711 | 5.521468 | 5.298205 |
| 2459581 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.236166 | -0.459809 | 3.527878 | -0.083783 | 3.291481 | 0.304871 | -0.223490 | -1.032850 | 0.7015 | 0.7151 | 0.3649 | 6.009478 | 5.720361 |
| 2459580 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.872803 | -0.406635 | 3.011624 | 0.029380 | 2.777338 | 0.795059 | -0.543924 | -1.137447 | 0.6958 | 0.7087 | 0.3671 | 0.000000 | 0.000000 |
| 2459579 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.934627 | -0.548798 | 3.920832 | -0.097547 | 3.033991 | 0.339539 | -0.181642 | -0.950120 | 0.6922 | 0.7055 | 0.3704 | 5.336742 | 5.268936 |
| 2459578 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.071288 | 4.584906 | 17.973347 | 22.764876 | 34.020245 | 37.368982 | 31.795017 | 26.717619 | 0.7462 | 0.7627 | 0.4603 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 37.875443 | -0.677978 | 3.291092 | -0.136148 | 16.460245 | 0.272841 | 4.364419 | -0.979357 | 0.6285 | 0.7040 | 0.3794 | 5.138378 | 5.497143 |
| 2459576 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 35.307918 | -0.801117 | 2.580805 | -0.319926 | 7.235793 | 0.013176 | 1.664951 | -0.858730 | 0.6380 | 0.7313 | 0.3753 | 5.526911 | 6.608301 |
| 2459575 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459574 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 15.993331 | -0.635112 | 2.250397 | -0.652867 | 13.510619 | -0.751878 | 6.592320 | -0.922479 | 0.6801 | 0.7269 | 0.3659 | 6.299580 | 6.812750 |
| 2459573 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.271990 | -0.188425 | 4.442083 | -0.080632 | 3.367141 | 0.197857 | -0.227535 | -0.510708 | 0.7116 | 0.7307 | 0.3631 | 7.602436 | 5.755355 |
| 2459572 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 44.221837 | -0.478577 | 3.040009 | -0.416886 | 4.732074 | 0.031244 | 1.374291 | -0.676826 | 0.6035 | 0.7307 | 0.3713 | 4.172858 | 4.636836 |
| 2459571 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.564484 | 4.227704 | 19.657850 | 24.552848 | 107.428846 | 105.409860 | 58.415268 | 43.863494 | 0.6722 | 0.7273 | 0.4151 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 28.034420 | -0.466379 | 2.735182 | -0.287005 | 2.450627 | 0.337773 | 9.180103 | 0.440205 | 0.6285 | 0.7331 | 0.3463 | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 17.691555 | -0.478505 | 3.044386 | -0.363523 | 9.674766 | -0.589880 | 4.988412 | -0.643580 | 0.7630 | 0.7971 | 0.2179 | 6.813505 | 5.548197 |
| 2459566 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.876350 | -0.255048 | 3.470524 | -0.253623 | 1.532474 | 0.071873 | 2.599645 | 0.274283 | 0.7036 | 0.7188 | 0.3858 | 6.436363 | 6.173317 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 0.042832 | 0.042832 | 0.026138 | 0.026138 | -0.845420 | -0.845420 | -0.928844 | -0.928844 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.993258 | -0.774347 | -0.213980 | -1.724407 | 5.695941 | 0.239191 | 0.242135 | 1.111059 | 0.7081 | 0.7321 | 0.3761 | 6.593152 | 5.328986 |
| 2459563 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.862754 | -0.377593 | -0.466507 | 0.478994 | 0.206060 | 0.521858 | -0.026180 | -0.835427 | 0.7231 | 0.7315 | 0.3674 | 5.299235 | 4.794542 |
| 2459562 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.623129 | -0.633287 | 1.831640 | -0.646239 | 1.434120 | 0.559207 | 0.511448 | -0.134377 | 0.7254 | 0.7375 | 0.3634 | 3.918075 | 3.541359 |
| 2459561 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.421076 | -0.431299 | 1.808618 | -0.651669 | 1.357320 | 0.920492 | 0.321688 | -0.491728 | 0.7221 | 0.7374 | 0.3622 | 3.544602 | 3.264395 |
| 2459560 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.443763 | -0.312470 | 1.967110 | -0.718697 | 1.769085 | 1.067143 | 0.318815 | -0.498323 | 0.7184 | 0.7308 | 0.3749 | 4.696335 | 3.946096 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.623464 | -0.733893 | 1.809047 | -0.943749 | 2.012394 | 0.978546 | 1.766275 | -0.384774 | 0.7204 | 0.7305 | 0.3674 | 3.397892 | 3.074865 |
| 2459558 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.674617 | 0.114826 | 3.490355 | -0.444812 | 2.568223 | 1.106553 | 1.142522 | -0.680635 | 0.7250 | 0.7325 | 0.3700 | 4.376688 | 3.851820 |
| 2459557 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7936 | 0.7992 | 0.3507 | nan | nan |
| 2459556 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.062939 | -0.423997 | 3.631675 | -0.462484 | 2.764792 | 0.656272 | -0.171563 | -1.027442 | 0.7191 | 0.7301 | 0.3707 | 4.462126 | 3.787632 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7264 | 0.7360 | 0.3768 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7230 | 0.7316 | 0.3769 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.815561 | -0.653917 | 4.716782 | 0.943385 | 5.227533 | -2.108037 | 2.196998 | -0.877324 | 0.7236 | 0.7344 | 0.3754 | 7.849907 | 8.946556 |
| 2459551 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.493092 | -0.475024 | 2.095749 | -1.003805 | 2.882259 | 1.097333 | 0.632779 | 0.012342 | 0.7242 | 0.7338 | 0.3731 | 3.858858 | 3.371095 |
| 2459550 | RF_maintenance | - | 27.18% | 27.18% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.5328 | 0.5313 | 0.3212 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.273709 | -0.275289 | 3.739580 | -0.056377 | 3.147112 | 1.020182 | 3.983577 | 0.065671 | 0.7208 | 0.7319 | 0.3819 | 4.340774 | 3.849727 |
| 2459542 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 35.195443 | -0.608826 | 5.107003 | 0.829687 | 1.868971 | 0.015605 | 4.991076 | 0.431030 | 0.7080 | 0.7763 | 0.3437 | 4.371393 | 4.015987 |
| 2459541 | RF_maintenance | 100.00% | 1.34% | 1.34% | 0.00% | 100.00% | 0.00% | 17.063398 | -0.809806 | 4.141515 | 0.474553 | 8.678642 | 1.058132 | 5.182779 | 0.252959 | 0.7296 | 0.7670 | 0.3107 | 6.388043 | 5.370383 |
| 2459540 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.785000 | -0.336372 | 1.985802 | -0.630363 | 1.337023 | -0.006573 | 0.641649 | -0.382509 | 0.7702 | 0.7753 | 0.3197 | 4.080265 | 3.454139 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.811436 | -1.122944 | 5.458402 | 1.704159 | 1.872456 | -0.610833 | 0.139511 | -1.333913 | 0.7542 | 0.7575 | 0.3884 | 9.187981 | 6.498964 |
| 2459535 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.323610 | -0.593927 | 1.924065 | -0.589991 | 1.957024 | -0.488142 | 0.565916 | -0.269773 | 0.8001 | 0.7982 | 0.3255 | 4.077859 | 3.378972 |
| 2459534 | RF_maintenance | 100.00% | 98.66% | 98.66% | 0.00% | 100.00% | 0.00% | 2.710338 | 3.259502 | 1.386978 | -1.093453 | 2.398938 | 4.353561 | 8.838487 | 9.260068 | 0.0642 | 0.0906 | 0.0117 | 1.209381 | 1.213130 |
| 2459533 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.380807 | -0.830392 | 3.713004 | -0.054074 | 2.835969 | 1.154584 | -0.296506 | -0.794929 | 0.7436 | 0.7538 | 0.3766 | 5.278970 | 3.817239 |
| 2459532 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.220554 | 0.479970 | 5.017086 | 0.045958 | 3.191707 | 0.069956 | -0.034837 | -0.896026 | 0.7488 | 0.7579 | 0.3668 | 4.843188 | 3.812053 |
| 2459530 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.586926 | -0.335419 | 1.673557 | -0.685953 | 1.954286 | 0.531674 | 0.591652 | -0.343001 | 0.7654 | 0.7669 | 0.3634 | 4.507200 | 4.089414 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.431181 | -0.286959 | 5.009469 | -0.370239 | 4.648230 | 0.120881 | 0.506012 | -0.393953 | 0.9169 | 0.9467 | 0.2562 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 2.132250 | -0.238131 | 5.547022 | 0.354626 | 1.039983 | 1.560114 | 0.627694 | -0.288681 | nan | nan | nan | 6.371213 | 5.514488 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.769867 | -0.753091 | 4.415489 | 0.400939 | 2.188688 | -0.130891 | 1.721796 | -0.234263 | 0.7287 | 0.7409 | 0.3008 | 5.831144 | 6.173428 |
| 2459513 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.247673 | 5.814053 | 18.504711 | 23.729322 | 27.810574 | 50.800959 | 20.013121 | 16.974219 | 0.8715 | 0.9220 | 0.2112 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.928128 | -0.667348 | 4.573229 | -1.049311 | 9.231245 | -1.041754 | 8.386611 | -1.207327 | 0.9257 | 0.9576 | 0.1382 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.732306 | -0.486133 | 3.263601 | 0.148247 | 1.676237 | 0.498849 | -0.653507 | -0.927088 | 0.1108 | 0.1134 | 0.0065 | 1.225752 | 1.223353 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.865967 | -0.432236 | 4.523720 | 0.727659 | 7.107973 | 0.274605 | 7.557502 | -0.754645 | 0.8926 | 0.8915 | 0.3842 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 4.434207 | -0.296461 | 3.854058 | 0.241704 | 2.915180 | 1.514659 | 2.559422 | -0.888293 | 0.2082 | 0.2163 | 0.0446 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.476106 | -0.918130 | 4.674041 | -0.729988 | 6.134121 | -0.717321 | 1.767742 | -0.514457 | 0.2168 | 0.2317 | 0.0469 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.434031 | -0.797301 | 5.836245 | -0.713521 | 5.822970 | -0.438134 | 0.656286 | -0.675816 | 0.1921 | 0.2139 | 0.0220 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.715437 | -0.658511 | 4.054621 | 0.063217 | 4.202159 | -0.109938 | 0.158190 | -0.790164 | 0.2020 | 0.2321 | 0.0476 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.616278 | -0.031438 | 4.099021 | 0.473291 | 4.952454 | 1.217850 | -0.191162 | -0.837004 | 0.2537 | 0.2919 | 0.0578 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.026446 | -1.043617 | 4.297603 | 0.127715 | 4.530873 | 0.795738 | -0.407489 | -0.827483 | 0.9262 | 0.9321 | 0.3526 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.183460 | -0.514980 | 3.965264 | 0.118428 | 4.311863 | 0.687178 | -0.266270 | -0.881275 | 0.9230 | 0.9281 | 0.3795 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.274176 | -0.630172 | 2.486127 | -0.651663 | 5.337852 | 0.916492 | 49.330697 | -0.793560 | 0.8982 | 0.9205 | 0.4145 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.101119 | -0.219582 | 3.053851 | 1.356400 | 0.591878 | 2.904164 | 9.494875 | -1.016700 | 0.7631 | 0.8133 | 0.3223 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.302179 | -0.197759 | 2.996760 | 1.596336 | 10.546509 | 1.883242 | 4.484406 | -1.073906 | 0.7965 | 0.8248 | 0.2668 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.954646 | 0.125112 | 2.581787 | 2.256693 | 1.017834 | 2.549103 | 5.370119 | -0.579902 | 0.7545 | 0.8090 | 0.3644 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 15.068976 | -0.311574 | 2.743757 | 1.427341 | 15.212337 | 3.414512 | 1.377272 | -0.645585 | 0.7514 | 0.8159 | 0.3224 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.329489 | -0.010710 | -0.029788 | 1.250409 | 10.712158 | 2.595448 | 194.687825 | -0.763772 | 0.7268 | 0.8195 | 0.3639 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Shape | 4.557531 | 4.557531 | -0.609389 | 3.073642 | 0.156393 | 4.375638 | 0.902492 | 2.348736 | 1.706539 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 3.489397 | -0.983924 | 0.686028 | 0.675234 | 3.489397 | 0.304581 | 2.570495 | -1.105800 | -0.499694 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 1.801241 | 0.931582 | -1.029117 | 1.801241 | 0.476228 | 1.353048 | -0.683376 | 0.073053 | -0.827825 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 3.181474 | -1.603029 | 1.329469 | 0.173615 | 3.181474 | -0.084397 | 0.987377 | -1.098101 | -0.110789 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 2.166318 | -1.442296 | 0.831822 | 0.406984 | 2.166318 | -0.795646 | 2.047715 | -0.874356 | 0.211633 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Shape | 38.300830 | -1.033457 | 38.300830 | 0.714996 | 4.581986 | -0.245771 | 12.058915 | 0.070202 | 8.401912 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 18.045944 | 0.942957 | -0.804942 | 6.939932 | 0.637044 | 18.045944 | -0.243320 | 4.922690 | -0.183208 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 2.414614 | 1.384116 | -1.304387 | 2.414614 | 0.292642 | 1.296567 | -1.052948 | 1.303055 | -0.820157 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | nn Power | 40.710281 | 3.823505 | 3.391350 | 40.710281 | 35.505823 | 36.176986 | 36.411591 | 3.277036 | 1.399473 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 3.241257 | -1.452657 | 1.443183 | 1.078599 | 3.241257 | -0.172272 | 1.094857 | -1.161565 | 0.659234 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Shape | 24.214498 | 24.214498 | -0.939962 | 3.397146 | 0.890498 | 14.187109 | -0.000456 | 14.561600 | -1.013763 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Shape | 22.632159 | -1.535264 | 22.632159 | 0.910775 | 3.043855 | -0.597427 | 20.608939 | -0.609200 | 3.206988 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 3.406452 | 1.603973 | -1.346953 | 3.406452 | -0.009421 | 1.838916 | -0.027658 | 1.288908 | -0.681392 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 5.172261 | -1.135028 | 1.900122 | 1.582643 | 5.172261 | -0.984550 | 1.021359 | -1.281782 | 0.265879 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 8.261573 | 3.260335 | 1.101342 | 3.186165 | 2.319158 | 8.261573 | 8.133135 | 6.490834 | 0.254153 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | nn Shape | 36.516125 | 34.747772 | 36.516125 | 14.213798 | 15.683440 | 2.607764 | 4.608583 | 5.705510 | 5.839440 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 11.747004 | 1.225614 | 0.981087 | 3.680924 | -0.212174 | 11.747004 | -1.182558 | 2.472464 | -0.965409 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 4.141302 | 1.313257 | -0.400637 | 3.553534 | -0.546289 | 4.141302 | 1.210790 | -0.281823 | -0.870689 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 2.930412 | -0.277284 | 0.680618 | -0.408570 | 2.930412 | 0.552653 | 2.906432 | -0.942575 | 0.012249 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 3.527878 | 1.236166 | -0.459809 | 3.527878 | -0.083783 | 3.291481 | 0.304871 | -0.223490 | -1.032850 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 3.011624 | -0.406635 | 0.872803 | 0.029380 | 3.011624 | 0.795059 | 2.777338 | -1.137447 | -0.543924 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 3.920832 | 0.934627 | -0.548798 | 3.920832 | -0.097547 | 3.033991 | 0.339539 | -0.181642 | -0.950120 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | nn Temporal Variability | 37.368982 | 5.071288 | 4.584906 | 17.973347 | 22.764876 | 34.020245 | 37.368982 | 31.795017 | 26.717619 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Shape | 37.875443 | -0.677978 | 37.875443 | -0.136148 | 3.291092 | 0.272841 | 16.460245 | -0.979357 | 4.364419 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Shape | 35.307918 | -0.801117 | 35.307918 | -0.319926 | 2.580805 | 0.013176 | 7.235793 | -0.858730 | 1.664951 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Shape | 15.993331 | 15.993331 | -0.635112 | 2.250397 | -0.652867 | 13.510619 | -0.751878 | 6.592320 | -0.922479 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 4.442083 | -0.188425 | 1.271990 | -0.080632 | 4.442083 | 0.197857 | 3.367141 | -0.510708 | -0.227535 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Shape | 44.221837 | -0.478577 | 44.221837 | -0.416886 | 3.040009 | 0.031244 | 4.732074 | -0.676826 | 1.374291 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 107.428846 | 4.227704 | 2.564484 | 24.552848 | 19.657850 | 105.409860 | 107.428846 | 43.863494 | 58.415268 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Shape | 28.034420 | 28.034420 | -0.466379 | 2.735182 | -0.287005 | 2.450627 | 0.337773 | 9.180103 | 0.440205 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Shape | 17.691555 | -0.478505 | 17.691555 | -0.363523 | 3.044386 | -0.589880 | 9.674766 | -0.643580 | 4.988412 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 3.470524 | -0.255048 | 0.876350 | -0.253623 | 3.470524 | 0.071873 | 1.532474 | 0.274283 | 2.599645 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | nn Shape | 0.042832 | 0.042832 | 0.042832 | 0.026138 | 0.026138 | -0.845420 | -0.845420 | -0.928844 | -0.928844 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Shape | 8.993258 | 8.993258 | -0.774347 | -0.213980 | -1.724407 | 5.695941 | 0.239191 | 0.242135 | 1.111059 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Shape | 0.862754 | 0.862754 | -0.377593 | -0.466507 | 0.478994 | 0.206060 | 0.521858 | -0.026180 | -0.835427 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 1.831640 | 0.623129 | -0.633287 | 1.831640 | -0.646239 | 1.434120 | 0.559207 | 0.511448 | -0.134377 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 1.808618 | 0.421076 | -0.431299 | 1.808618 | -0.651669 | 1.357320 | 0.920492 | 0.321688 | -0.491728 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 1.967110 | 0.443763 | -0.312470 | 1.967110 | -0.718697 | 1.769085 | 1.067143 | 0.318815 | -0.498323 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 2.012394 | 0.623464 | -0.733893 | 1.809047 | -0.943749 | 2.012394 | 0.978546 | 1.766275 | -0.384774 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 3.490355 | 0.114826 | 0.674617 | -0.444812 | 3.490355 | 1.106553 | 2.568223 | -0.680635 | 1.142522 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 3.631675 | -0.423997 | 1.062939 | -0.462484 | 3.631675 | 0.656272 | 2.764792 | -1.027442 | -0.171563 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 5.227533 | -0.653917 | 4.815561 | 0.943385 | 4.716782 | -2.108037 | 5.227533 | -0.877324 | 2.196998 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 2.882259 | -0.475024 | 0.493092 | -1.003805 | 2.095749 | 1.097333 | 2.882259 | 0.012342 | 0.632779 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Discontinuties | 3.983577 | 1.273709 | -0.275289 | 3.739580 | -0.056377 | 3.147112 | 1.020182 | 3.983577 | 0.065671 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Shape | 35.195443 | -0.608826 | 35.195443 | 0.829687 | 5.107003 | 0.015605 | 1.868971 | 0.431030 | 4.991076 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Shape | 17.063398 | -0.809806 | 17.063398 | 0.474553 | 4.141515 | 1.058132 | 8.678642 | 0.252959 | 5.182779 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 1.985802 | -0.336372 | 0.785000 | -0.630363 | 1.985802 | -0.006573 | 1.337023 | -0.382509 | 0.641649 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 5.458402 | -1.122944 | 2.811436 | 1.704159 | 5.458402 | -0.610833 | 1.872456 | -1.333913 | 0.139511 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 1.957024 | 1.323610 | -0.593927 | 1.924065 | -0.589991 | 1.957024 | -0.488142 | 0.565916 | -0.269773 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | nn Temporal Discontinuties | 9.260068 | 3.259502 | 2.710338 | -1.093453 | 1.386978 | 4.353561 | 2.398938 | 9.260068 | 8.838487 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 3.713004 | 1.380807 | -0.830392 | 3.713004 | -0.054074 | 2.835969 | 1.154584 | -0.296506 | -0.794929 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 5.017086 | 1.220554 | 0.479970 | 5.017086 | 0.045958 | 3.191707 | 0.069956 | -0.034837 | -0.896026 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 1.954286 | -0.335419 | 0.586926 | -0.685953 | 1.673557 | 0.531674 | 1.954286 | -0.343001 | 0.591652 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 5.009469 | 0.431181 | -0.286959 | 5.009469 | -0.370239 | 4.648230 | 0.120881 | 0.506012 | -0.393953 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 5.547022 | 2.132250 | -0.238131 | 5.547022 | 0.354626 | 1.039983 | 1.560114 | 0.627694 | -0.288681 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 4.415489 | -0.753091 | 1.769867 | 0.400939 | 4.415489 | -0.130891 | 2.188688 | -0.234263 | 1.721796 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | nn Temporal Variability | 50.800959 | 5.814053 | 5.247673 | 23.729322 | 18.504711 | 50.800959 | 27.810574 | 16.974219 | 20.013121 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 9.231245 | -0.667348 | 1.928128 | -1.049311 | 4.573229 | -1.041754 | 9.231245 | -1.207327 | 8.386611 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 5.778610 | 1.166503 | -1.077187 | 5.778610 | -0.532903 | 4.716416 | -0.322881 | 2.507926 | -0.816047 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 3.263601 | -0.486133 | 1.732306 | 0.148247 | 3.263601 | 0.498849 | 1.676237 | -0.927088 | -0.653507 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Discontinuties | 7.557502 | 1.865967 | -0.432236 | 4.523720 | 0.727659 | 7.107973 | 0.274605 | 7.557502 | -0.754645 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Shape | 4.434207 | 4.434207 | -0.296461 | 3.854058 | 0.241704 | 2.915180 | 1.514659 | 2.559422 | -0.888293 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 6.134121 | 3.476106 | -0.918130 | 4.674041 | -0.729988 | 6.134121 | -0.717321 | 1.767742 | -0.514457 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Power | 5.836245 | -0.797301 | 3.434031 | -0.713521 | 5.836245 | -0.438134 | 5.822970 | -0.675816 | 0.656286 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 4.202159 | 2.715437 | -0.658511 | 4.054621 | 0.063217 | 4.202159 | -0.109938 | 0.158190 | -0.790164 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 4.952454 | -0.031438 | 3.616278 | 0.473291 | 4.099021 | 1.217850 | 4.952454 | -0.837004 | -0.191162 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 4.530873 | 4.026446 | -1.043617 | 4.297603 | 0.127715 | 4.530873 | 0.795738 | -0.407489 | -0.827483 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 4.311863 | 3.183460 | -0.514980 | 3.965264 | 0.118428 | 4.311863 | 0.687178 | -0.266270 | -0.881275 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Discontinuties | 49.330697 | -0.630172 | -0.274176 | -0.651663 | 2.486127 | 0.916492 | 5.337852 | -0.793560 | 49.330697 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Discontinuties | 9.494875 | -0.219582 | 2.101119 | 1.356400 | 3.053851 | 2.904164 | 0.591878 | -1.016700 | 9.494875 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 10.546509 | 3.302179 | -0.197759 | 2.996760 | 1.596336 | 10.546509 | 1.883242 | 4.484406 | -1.073906 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Discontinuties | 5.370119 | 0.125112 | 1.954646 | 2.256693 | 2.581787 | 2.549103 | 1.017834 | -0.579902 | 5.370119 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Variability | 15.212337 | 15.068976 | -0.311574 | 2.743757 | 1.427341 | 15.212337 | 3.414512 | 1.377272 | -0.645585 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 14 | RF_maintenance | ee Temporal Discontinuties | 194.687825 | 7.329489 | -0.010710 | -0.029788 | 1.250409 | 10.712158 | 2.595448 | 194.687825 | -0.763772 |